Predicting Data Science Salaries

Anh Nguyen, Amira Bendjama, Hong Doan

1. Introduction and Problem Statement

The field of data science has experienced remarkable growth in recent years, with organizations across diverse industries recognizing the value of data-driven decision making. According to an article by 365 Data Science, the US Bureau of Labor Statistics estimated that the employment rate for data scientists will grow by 36% from 2021 to 2031. This rate is significantly higher than the average growth rate of 5%, indicating substantial growth and demand for data science talent. The surging demand for data science presents both opportunities and challenges for job seekers, particularly recent graduates. One of the significant hurdles they face is the lack of salary transparency in the data science job market. This opacity creates uncertainty regarding compensation and hinders job seekers' ability to negotiate fair salaries.

There are significant variations in data science salaries across different industries and locations. For instance, according to Zippia, data scientists working in the finance and technology sectors tend to earn higher salaries compared to those in other industries. Similarly, the geographical location also plays a crucial role in determining salaries. Large cities with higher concentration of tech companies and living costs such as San Francisco and New York offer higher salaries than smaller cities.

The discrepancies in data science salaries can also be attributed to various factors, including job responsibilities, experience level, educational background, and specific skill sets. A study conducted by Burtch Works, a leading executive recruiting firm, found that data scientists with advanced degrees, such as Ph.D., tend to command higher salaries compared to those with bachelor's or master's degrees. Similarly, professionals with expertise in specialized areas, such as machine learning or natural language processing, often earn higher salaries due to the high demand for these skills.

According to a report surveyed 1,000 US-based full-time employees, conducted by Visier, 79% of all survey respondents want some form of pay transparency and 32% want total transparency, in which all employee salaries are publicized. However, the 2022 Pay Clarity Survey by WTW found that only 17% of companies are disclosing pay range information in U.S. locations where not required by state or local laws. For the states that have pay transparency laws such as Colorado and New York, there has been a decline in job postings since the law went into effect. Some employers comply with the new laws by expanding the salary ranges, sometimes to ridiculous lengths. These statistics highlight the lack of pay transparency not only in the field of data science, but across multiple job markets. Job seekers often struggle to estimate salaries for data science positions due to the scarcity of reliable information.

To address this problem, our project aims to develop a multiclass classification model that predict the the salary range for data science jobs. By leveraging publicly available data and employing machine learning algorithms, we seek to provide job seekers a better understanding of salary expectations within the data science job market and empower them to negotiate fair and competitive compensation packages.

2. Data Sources and Data preparation

  • Install packages
#install.packages("rpart.plot")
#install.packages("ggplot2")
#install.packages("e1071")
# Install the plotly package
#install.packages("plotly")
  • Import data
# Read the first CSV file
data1 <- read.csv("ds_salaries_2023.csv")

# Read the second CSV file excluding the first column
data2 <- read.csv("ds_salaries.csv")[,-1]

# Append rows from data2 to data1
combined_data <- rbind(data2, data1)

# Write the combined data to a new CSV file
write.csv(combined_data, "combined_salaries.csv", row.names = FALSE)
library(ggplot2)
ds_salaries <- read.csv("combined_salaries.csv")
  • Data description
summary(ds_salaries)
##    work_year    experience_level   employment_type     job_title        
##  Min.   :2020   Length:4362        Length:4362        Length:4362       
##  1st Qu.:2022   Class :character   Class :character   Class :character  
##  Median :2022   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :2022                                                           
##  3rd Qu.:2023                                                           
##  Max.   :2023                                                           
##      salary         salary_currency    salary_in_usd    employee_residence
##  Min.   :    4000   Length:4362        Min.   :  2859   Length:4362       
##  1st Qu.:   93918   Class :character   1st Qu.: 90000   Class :character  
##  Median :  135000   Mode  :character   Median :130000   Mode  :character  
##  Mean   :  209246                      Mean   :134054                     
##  3rd Qu.:  180000                      3rd Qu.:173000                     
##  Max.   :30400000                      Max.   :600000                     
##   remote_ratio   company_location   company_size      
##  Min.   :  0.0   Length:4362        Length:4362       
##  1st Qu.:  0.0   Class :character   Class :character  
##  Median : 50.0   Mode  :character   Mode  :character  
##  Mean   : 49.7                                        
##  3rd Qu.:100.0                                        
##  Max.   :100.0
  • The first 5 rows
head(ds_salaries,5)

This dataset has 607 rows and 12 columns

We want to focus on “USD” currency so we keep the “salary_in_usd” column and drop “salary_currency” and “salary” column by using subset()

ds_salaries <- subset(ds_salaries, select = -c( salary_currency, salary))
head(ds_salaries, 5)
  • Check for null values
num_null_rows <- sum(rowSums(is.na(ds_salaries)) == ncol(ds_salaries))
print(num_null_rows)
## [1] 0

There are no null values

  • Check for duplicate rows
repeated_entries <- subset(ds_salaries, duplicated(ds_salaries))
print(repeated_entries)
##      work_year experience_level employment_type
## 218       2021               MI              FT
## 257       2021               MI              FT
## 332       2022               SE              FT
## 333       2022               SE              FT
## 334       2022               SE              FT
## 354       2022               SE              FT
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## 364       2022               SE              FT
## 371       2022               SE              FT
## 375       2022               MI              FT
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## 4006      2022               MI              FT
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## 4014      2022               MI              FT
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## 4018      2022               EX              FT
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## 4020      2022               SE              FT
## 4021      2022               SE              FT
## 4022      2022               SE              FT
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## 4024      2022               SE              FT
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## 4027      2020               SE              FT
## 4029      2022               MI              FT
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## 4038      2022               EN              FT
## 4040      2021               MI              FT
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## 4043      2022               MI              FT
## 4044      2021               SE              FT
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## 4047      2022               MI              FT
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## 4051      2022               EN              FT
## 4054      2020               EN              FT
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## 4058      2022               MI              FT
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## 4069      2022               EN              FT
## 4070      2022               MI              FT
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## 4073      2021               SE              FT
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## 4076      2022               SE              FT
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## 4080      2022               MI              FT
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## 4088      2021               EN              FT
## 4089      2022               EN              PT
## 4090      2022               SE              FT
## 4092      2021               SE              FT
## 4093      2021               MI              FT
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## 4095      2021               MI              FT
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## 4097      2021               SE              FT
## 4098      2022               EN              FT
## 4100      2021               EN              FT
## 4101      2022               EN              FT
## 4102      2021               MI              FT
## 4103      2021               SE              FT
## 4104      2021               EN              PT
## 4105      2021               EN              FT
## 4107      2021               EN              FT
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## 4109      2021               MI              FT
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## 4111      2021               EN              FT
## 4112      2021               MI              FT
## 4113      2021               SE              FT
## 4115      2021               MI              FT
## 4116      2021               MI              FT
## 4117      2021               MI              FT
## 4118      2021               MI              FT
## 4119      2021               EN              FT
## 4120      2021               EX              FT
## 4121      2021               EN              FT
## 4122      2020               EN              FT
## 4123      2021               EX              FT
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## 4125      2020               SE              FT
## 4126      2021               EX              FT
## 4127      2021               EX              FT
## 4128      2021               EN              FT
## 4129      2021               SE              FT
## 4130      2020               MI              FT
## 4131      2020               MI              FT
## 4132      2020               MI              FT
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## 4134      2021               SE              FT
## 4135      2021               EN              FT
## 4136      2021               MI              FT
## 4137      2021               MI              FT
## 4138      2020               MI              FT
## 4140      2021               MI              FT
## 4141      2021               EN              FT
## 4142      2021               EN              FT
## 4143      2021               MI              FT
## 4144      2021               EN              PT
## 4145      2021               MI              PT
## 4146      2021               MI              CT
## 4147      2021               MI              FT
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## 4149      2021               EX              FT
## 4150      2021               MI              FT
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## 4152      2021               EN              FT
## 4153      2020               EN              FT
## 4154      2021               EN              FT
## 4155      2021               SE              FT
## 4156      2020               EN              FT
## 4157      2020               EN              FT
## 4158      2021               MI              FT
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## 4161      2021               EN              FT
## 4162      2020               MI              FT
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## 4165      2021               EX              FT
## 4166      2021               EX              FT
## 4168      2021               EN              FT
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## 4170      2020               MI              FT
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## 4175      2021               EN              FT
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## 4177      2021               SE              FT
## 4178      2021               MI              FT
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## 4180      2020               MI              FT
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## 4183      2021               SE              FT
## 4184      2020               EN              PT
## 4185      2021               MI              FT
## 4186      2021               EN              FT
## 4187      2020               MI              FT
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## 4189      2021               EN              FT
## 4190      2021               SE              FT
## 4191      2020               SE              FT
## 4192      2021               SE              FT
## 4193      2020               MI              FT
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## 4196      2021               MI              FT
## 4197      2021               EN              FT
## 4198      2021               SE              FT
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## 4200      2020               MI              FT
## 4201      2020               EN              FT
## 4202      2020               SE              FT
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## 4205      2021               MI              FT
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## 4213      2021               EN              FT
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## 4215      2020               MI              FT
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## 4228      2021               MI              PT
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## 4239      2021               SE              CT
## 4240      2020               EN              FT
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## 4246      2021               MI              FT
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## 4250      2020               SE              FT
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## 4254      2020               MI              FT
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## 4256      2021               EN              FT
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## 4263      2020               MI              FT
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## 4265      2020               SE              FT
## 4266      2020               EN              FT
## 4267      2020               MI              FT
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## 4270      2020               EN              FT
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## 4276      2021               EN              FT
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## 4279      2021               MI              FT
## 4280      2021               SE              FT
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## 4282      2020               MI              FT
## 4283      2021               EX              CT
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## 4285      2021               MI              FT
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## 4289      2020               MI              FT
## 4290      2020               EN              FT
## 4291      2020               SE              FT
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## 4293      2020               EN              FT
## 4294      2020               MI              FT
## 4295      2021               EN              PT
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## 4298      2020               SE              FT
## 4299      2020               MI              FT
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## 4301      2021               MI              FT
## 4302      2021               MI              FT
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## 4304      2021               MI              FL
## 4305      2020               EX              FT
## 4306      2021               SE              FT
## 4307      2020               EN              FT
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## 4309      2021               SE              FT
## 4310      2021               MI              FT
## 4311      2021               MI              FT
## 4312      2021               SE              FT
## 4313      2021               EN              FT
## 4314      2020               MI              FT
## 4315      2021               SE              FT
## 4316      2020               EN              FT
## 4317      2021               MI              FT
## 4318      2020               EN              PT
## 4319      2020               MI              FT
## 4320      2021               SE              FT
## 4321      2020               SE              FT
## 4322      2021               SE              FT
## 4323      2021               SE              FT
## 4324      2021               MI              FL
## 4325      2021               SE              FT
## 4326      2021               MI              FT
## 4327      2021               SE              FT
## 4328      2021               MI              FT
## 4329      2020               SE              FL
## 4330      2021               MI              FT
## 4331      2021               SE              FT
## 4332      2021               EN              FT
## 4333      2021               SE              FT
## 4334      2020               SE              FT
## 4335      2020               MI              FT
## 4336      2021               MI              FT
## 4337      2021               EN              FT
## 4338      2020               SE              FT
## 4339      2020               MI              FT
## 4340      2021               MI              FT
## 4341      2021               SE              FT
## 4342      2021               MI              FT
## 4343      2021               EN              PT
## 4344      2021               MI              FT
## 4345      2021               MI              FT
## 4346      2021               MI              FT
## 4347      2021               MI              FT
## 4348      2020               SE              FT
## 4349      2020               MI              FT
## 4350      2020               MI              FT
## 4351      2020               MI              FT
## 4352      2020               SE              FT
## 4353      2021               SE              FT
## 4354      2021               MI              FT
## 4355      2021               MI              FT
## 4356      2021               MI              FT
## 4357      2021               SE              FT
## 4358      2020               SE              FT
## 4359      2021               MI              FT
## 4360      2020               EN              FT
## 4361      2020               EN              CT
## 4362      2021               SE              FT
##                                     job_title salary_in_usd employee_residence
## 218                            Data Scientist         90734                 DE
## 257                             Data Engineer        200000                 US
## 332                              Data Analyst         90320                 US
## 333                              Data Analyst        112900                 US
## 334                              Data Analyst         90320                 US
## 354                            Data Scientist        123000                 US
## 363                              Data Analyst        130000                 CA
## 364                              Data Analyst         61300                 CA
## 371                            Data Scientist        123000                 US
## 375                             ETL Developer         54957                 GR
## 378                             Data Engineer        165400                 US
## 386                             Data Engineer        132320                 US
## 393                              Data Analyst        112900                 US
## 394                              Data Analyst         90320                 US
## 407                              Data Analyst         58000                 US
## 439                 Machine Learning Engineer        189650                 US
## 440                 Machine Learning Engineer        164996                 US
## 444                             Data Engineer         78526                 GB
## 447                             Data Engineer        209100                 US
## 448                             Data Engineer        154600                 US
## 474                            Data Scientist        140000                 US
## 528                              Data Analyst        135000                 US
## 530                              Data Analyst         90320                 US
## 537                              Data Analyst        112900                 US
## 538                             Data Engineer        155000                 US
## 546                             Data Engineer        115000                 US
## 548                             Data Engineer        130000                 US
## 552                            Data Scientist        140400                 US
## 556                             Data Engineer        160000                 US
## 567                              Data Analyst        170000                 US
## 570                            Data Scientist        140000                 US
## 572                            Data Scientist        140000                 US
## 573                              Data Analyst        100000                 US
## 575                            Data Scientist        210000                 US
## 576                            Data Scientist        140000                 US
## 577                            Data Scientist        210000                 US
## 579                             Data Engineer        100000                 US
## 588                            Data Scientist        140000                 US
## 589                              Data Analyst         99000                 US
## 593                            Data Scientist        230000                 US
## 597                            Data Scientist        210000                 US
## 598                              Data Analyst        170000                 US
## 723                            Data Scientist        150000                 US
## 731                        Analytics Engineer        289800                 US
## 761                             Data Engineer        100000                 US
## 762                             Data Engineer         70000                 US
## 768                             Data Engineer        115000                 US
## 771                         Applied Scientist        309400                 US
## 772                         Applied Scientist        159100                 US
## 775                             Data Engineer        162500                 US
## 776                             Data Engineer        130000                 US
## 779                             Data Engineer        145000                 US
## 781                         Applied Scientist        222200                 US
## 782                         Applied Scientist        136000                 US
## 797                             Data Engineer        140000                 US
## 803                            Data Scientist        170000                 US
## 809                            Data Architect        115000                 US
## 814                             Data Engineer        130000                 US
## 831                             Data Engineer         81500                 US
## 832                             Data Engineer        145000                 US
## 833                             Data Engineer        115000                 US
## 834                             Data Engineer        185000                 US
## 835                             Data Engineer        140000                 US
## 843                             Data Engineer        145000                 US
## 858                             Data Engineer         85000                 US
## 859                             Data Engineer         65000                 US
## 866                             Data Engineer        220000                 US
## 872                            Data Scientist         48289                 ES
## 873                            Data Scientist         38631                 ES
## 881                         Applied Scientist        136000                 US
## 884                         Applied Scientist        260000                 US
## 885                         Applied Scientist        136000                 US
## 892                            Data Scientist        195000                 US
## 893                            Data Scientist        160000                 US
## 896                            Data Scientist        170000                 US
## 898                            Data Scientist        175000                 US
## 899                            Data Scientist        145000                 US
## 902                         Applied Scientist        222200                 US
## 903                         Applied Scientist        136000                 US
## 910                            Data Scientist        175000                 US
## 917                              Data Analyst         75000                 US
## 938                             Data Engineer        145000                 US
## 939                             Data Engineer        115000                 US
## 940                              Data Analyst        140000                 US
## 941                              Data Analyst        120000                 US
## 948                             Data Engineer         85000                 US
## 949                             Data Engineer         65000                 US
## 953                             Data Engineer        175000                 US
## 956                         Applied Scientist        213660                 US
## 957                         Applied Scientist        130760                 US
## 960                      Data Quality Analyst        100000                 US
## 961                      Data Quality Analyst         80000                 US
## 982                             Data Engineer        150000                 US
## 987                             Data Engineer        145000                 US
## 988                             Data Engineer        120000                 US
## 990                              Data Analyst        106000                 US
## 992                             Data Engineer        160000                 US
## 1001                           Data Scientist         48289                 ES
## 1002                           Data Scientist         38631                 ES
## 1003                            Data Engineer         85000                 US
## 1004                            Data Engineer         65000                 US
## 1009                       Analytics Engineer        179820                 US
## 1010                       Analytics Engineer        143860                 US
## 1011                             Data Analyst        135000                 US
## 1012                             Data Analyst        105500                 US
## 1023                           Data Scientist        175000                 US
## 1024                           Data Scientist        145000                 US
## 1025                           Data Scientist        237000                 US
## 1026                           Data Scientist        145000                 US
## 1027                        Research Engineer        155000                 US
## 1028                        Research Engineer        125000                 US
## 1029                             Data Analyst         80000                 US
## 1030                             Data Analyst         70000                 US
## 1036                Machine Learning Engineer        130000                 US
## 1047                        Applied Scientist        222200                 US
## 1048                        Applied Scientist        136000                 US
## 1049                        Applied Scientist        260000                 US
## 1050                        Applied Scientist        136000                 US
## 1053                        Applied Scientist        205000                 US
## 1054                        Applied Scientist        184000                 US
## 1063                            Data Engineer        252000                 US
## 1064                            Data Engineer        129000                 US
## 1067                            Data Engineer        160000                 US
## 1071                           Data Scientist        170000                 US
## 1072                           Data Scientist        135000                 US
## 1075                           Data Scientist        195000                 US
## 1076                           Data Scientist        160000                 US
## 1082                             Data Analyst        100000                 US
## 1094                           Data Scientist        200000                 US
## 1095                           Data Scientist        170000                 US
## 1098                            Data Engineer        128000                 US
## 1099                            Data Engineer         81500                 US
## 1107                            Data Engineer        165000                 US
## 1108                            Data Engineer        132300                 US
## 1113                Machine Learning Engineer        247500                 US
## 1114                Machine Learning Engineer        172200                 US
## 1116                             Data Analyst        145000                 US
## 1119                            Data Engineer        145000                 US
## 1120                            Data Engineer        115000                 US
## 1127                           Data Scientist        275300                 US
## 1131                           Data Architect        167500                 US
## 1132                           Data Architect        106500                 US
## 1134                       Research Scientist        200000                 US
## 1141                           Data Scientist        185900                 US
## 1142                           Data Scientist        129300                 US
## 1143                            Data Engineer        145000                 US
## 1144                            Data Engineer        120000                 US
## 1153                       Analytics Engineer        179820                 US
## 1154                       Analytics Engineer        143860                 US
## 1157                           Data Scientist        275300                 US
## 1158                           Data Scientist        183500                 US
## 1161                           Data Scientist        145000                 US
## 1165                             Data Analyst        153600                 US
## 1173                           Data Scientist        275300                 US
## 1174                           Data Scientist        183500                 US
## 1177                             Data Analyst        135000                 US
## 1178                             Data Analyst        105500                 US
## 1179                             Data Analyst        100000                 US
## 1180                             Data Analyst         80000                 US
## 1192                           Data Scientist         51039                 GB
## 1195                            Data Engineer        150000                 US
## 1201                            Data Engineer        160000                 US
## 1202                            Data Engineer        130000                 US
## 1205                             Data Analyst         85000                 US
## 1206                             Data Analyst         75000                 US
## 1207                            Data Engineer        252000                 US
## 1208                            Data Engineer        129000                 US
## 1209                            Data Engineer         92700                 US
## 1210                            Data Engineer         61800                 US
## 1227                           Data Scientist        237000                 US
## 1228                           Data Scientist        145000                 US
## 1230                            Data Engineer         90000                 US
## 1233                           Data Scientist        258000                 CA
## 1234                           Data Scientist        190000                 CA
## 1239                            Data Engineer        252000                 US
## 1240                            Data Engineer        129000                 US
## 1245                            Data Engineer        165000                 US
## 1246                            Data Engineer        132300                 US
## 1247                           Data Scientist        190000                 US
## 1259                             Data Analyst        153600                 US
## 1260                             Data Analyst        100500                 US
## 1272                            Data Engineer        160000                 US
## 1275                           Data Scientist        175000                 US
## 1276                           Data Scientist        120000                 US
## 1288                             Data Analyst         75000                 US
## 1293                            Data Engineer        162500                 US
## 1294                            Data Engineer        130000                 US
## 1300                            Data Engineer         90700                 US
## 1305                           Data Scientist        210000                 US
## 1306                           Data Scientist        160000                 US
## 1307                           Data Scientist        145000                 US
## 1308                           Data Scientist        100000                 US
## 1309                        Applied Scientist        222200                 US
## 1310                        Applied Scientist        136000                 US
## 1312                             Data Analyst         85000                 US
## 1315                           Data Scientist        200000                 US
## 1316                           Data Scientist        145000                 US
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## 3493                           Data Scientist        191475                 US
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## 3749                            Data Engineer        135000                 US
## 3752                            Data Engineer         92350                 GB
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## 3763                             AI Scientist        200000                 IN
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## 3811                            Data Engineer         86193                 GB
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## 3813                            Data Engineer         73546                 GR
## 3814                Machine Learning Engineer        189650                 US
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## 4094                   Financial Data Analyst        100000                 US
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## 4111               Machine Learning Developer        100000                 IQ
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## 4146                              ML Engineer        270000                 US
## 4147                   Applied Data Scientist         54238                 GB
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## 4153                Machine Learning Engineer        250000                 US
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## 4182                          BI Data Analyst         36259                 HU
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## 4184                              ML Engineer         15966                 DE
## 4185        Computer Vision Software Engineer         95746                 DE
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## 4214                       Research Scientist         42000                 NL
## 4215                      Lead Data Scientist        115000                 AE
## 4216                       Research Scientist         63810                 CA
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## 4231                Machine Learning Engineer        150000                 US
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## 4258                Machine Learning Engineer         24342                 IN
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## 4261                       Research Scientist         96113                 CA
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## 4291                        Big Data Engineer        114047                 PL
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## 4295                 Computer Vision Engineer         28609                 DK
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## 4299                          BI Data Analyst         98000                 US
## 4300                            Data Engineer         66022                 HK
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## 4303                   Data Analytics Manager        120000                 US
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## 4313                        Big Data Engineer          5882                 IN
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## 4329                 Computer Vision Engineer         60000                 RU
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There are 42 duplicate rows

  • Remove duplicates
# Remove duplicate rows
df <- ds_salaries[!duplicated(ds_salaries), ]
# check again
repeated_entries_new <- subset(df, duplicated(df))
print(repeated_entries_new)
## [1] work_year          experience_level   employment_type    job_title         
## [5] salary_in_usd      employee_residence remote_ratio       company_location  
## [9] company_size      
## <0 rows> (or 0-length row.names)

Salaries groups

Adding new column to split our salaries into three groups Low , High, Medium.The approach is to use Percentiles by Dividing the dataset based on them. Hence, we are classifying salaries below the 25th percentile as “Low”, salaries between the 25th and 75th percentile as “Medium”, and salaries above the 75th percentile as “High”.

# adding new column 
# Calculate the percentiles
percentiles <- quantile(df$salary_in_usd, probs = c(0.25, 0.75))

# Define the thresholds
low_threshold <- percentiles[1]  # 25th percentile
high_threshold <- percentiles[2]  # 75th percentile

# Create a new column based on percentiles
df$salary_classification <- ifelse(df$salary_in_usd < low_threshold, "Low",
                                   ifelse(df$salary_in_usd > high_threshold, "High", "Medium"))

table(df$salary_classification)
## 
##   High    Low Medium 
##    644    667   1357
  1. Data Exploration and Visualization

Top 10 Jobs in the dataset:

# Get top 10 job titles and their value counts
top10_job_title <- head(sort(table(df$job_title), decreasing = TRUE), 10)

top10_job_title_df <- data.frame(job_title = names(top10_job_title), count = as.numeric(top10_job_title))
top10_job_title_df
# Load the required packages
library(plotly)
## 
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## The following object is masked from 'package:stats':
## 
##     filter
## The following object is masked from 'package:graphics':
## 
##     layout
# Define custom color palette
custom_colors <- c("#FF6361", "#FFA600", "#FFD700", "#FF76BC", "#69D2E7", "#6A0572", "#FF34B3", "#118AB2", "#FFFF99", "#FFC1CC")

# Create bar plot
fig <- plot_ly(data = top10_job_title_df, x = ~reorder(job_title, -count), y = ~count, type = "bar",
               marker = list(color = custom_colors), text = ~count) %>%
  layout(title = "Top 10 Job Titles", xaxis = list(title = "Job Titles"), yaxis = list(title = "Count"),
         font = list(size = 17), template = "plotly_dark")

# Adjust layout settings to avoid label overlap
fig <- fig %>% layout(
  margin = list(b = 150),  # Increase bottom margin to provide space for labels
  xaxis = list(
    tickangle = 45,  # Rotate x-axis tick labels
    automargin = TRUE  # Automatically adjust margins to avoid overlap
  )
)

# Display the plot
fig
  • Data engineer, data scientist and data analyst are the top 3 job titles in the data set. 74% of our data fall under these job title categories.The distribution of this job title category is imbalanced.

Experience level categories:

Our Dataset has 4 different experience categories: - EN: Entry-level / Junior - MI: Mid-level / Intermediate - SE: Senior-level / Expert - EX: Executive-level / Director

# Create a mapping of category abbreviations to full names
category_names_experience <- c("EN" = "Entry-level",
                    "MI" = "Mid-level",
                    "SE" = "Senior-level",
                    "EX" = "Executive-level")

# Get the sorted experience data
experience <- head(sort(table(df$experience_level), decreasing = TRUE))

# Replace the category names with full forms
names(experience) <- category_names_experience[names(experience)]

# Calculate the percentage for each category
percentages <- round(100 * experience / sum(experience), 2)

# Define a custom color palette
custom_colors <- c("#FFA998", "#FF76BC", "#69D2E7", "#FFA600")

# Create a pie chart with cute appearance
pie(experience, labels = paste(names(experience), "(", percentages, "%)"), col = custom_colors, border = "white", clockwise = TRUE, init.angle = 90)

# Add a legend with cute colors
legend("topright", legend = names(experience), fill = custom_colors, border = "white", cex = 0.8)

# Add a title with a cute font
title("Experience Distribution", font.main = 1)

- Senior-level category accounts for almost 59% of our data, followed by mid-level (27%) and entry-level (10%). The distribution of experience category is imbalanced.

Compnay size distribution

# Create a mapping of category abbreviations to full names
category_names_company <- c("M" = "Medium",
                    "L" = "Large",
                    "S" = "Small"
                   )


# Get the sorted company size data
company_size <- head(sort(table(df$company_size), decreasing = TRUE))

# Replace the category names with full forms
names(company_size) <- category_names_company[names(company_size)]

# Set the maximum value for the y-axis
max_count <- max(company_size)

# Create a bar plot with adjusted y-axis limits
barplot(company_size, col = custom_colors, main = "Company Size Distribution", xlab = "Company Size", ylab = "Count", ylim = c(0, max_count + 10))

- The company size category distribution is imbalanced with majority of the data falls under medium size.

Salaries Distribution

# Set the scipen option to a high value
options(scipen = 10)

# Create boxplot of salaries
bp <- boxplot(df$salary_in_usd / 1000, 
        col = "skyblue", 
        main = "Boxplot of Salaries",
        ylab = "Salary in Thousands USD",
        notch = TRUE)

- For the salary attribute, the median value is a little above $100,000. The min value is around $70,000. The max value is around $300,000. There are some outlines, which show salary greater than the max value. These could be the salary of the executives.

Salaries classification Distribution

# Get the sorted salary classification data
salary_classification <- sort(table(df$salary_classification), decreasing = TRUE)


salary_classification_df <- data.frame(salary_classification= names(salary_classification ), count = as.numeric(salary_classification ))

fig <- plot_ly(
  data = salary_classification_df,
  x = ~reorder(salary_classification, -count),
  y = ~count,
  type = "bar",
  marker = list(color = custom_colors),
  text = ~count,
  width = 700,
  height = 400
)

fig <- fig %>% layout(
  title = "Salary Classification Distribution",
  xaxis = list(title = "Salary Classification"),
  yaxis = list(title = "Count"),
  font = list(size = 17),
  template = "ggplot2"
)

fig
  • For salary range category, the medium range accounts for approximatly half of our data.
# Create a data frame with counts of experience levels by salary classification
experience_salary <- table(df$experience_level, df$salary_classification)

# Define custom colors for each experience level
custom_colors <- c("#69D2E7", "#1900ff", "#FF6361", "#FFD700")

# Create a data frame for the plot
plot_data <- data.frame(Experience = rownames(experience_salary), 
                        Salary_Classification = colnames(experience_salary), 
                        Count = as.vector(experience_salary))

# Convert Count column to numeric
plot_data$Count <- as.numeric(plot_data$Count)

# Create the bar plot
library(plotly)
fig <- plot_ly(data = plot_data, x = ~Salary_Classification, y = ~Count, 
               color = ~Experience, colors = custom_colors, type = "bar") %>%
  layout(title = "Experience Level by Salary Classification",
         xaxis = list(title = "Salary Classification"),
         yaxis = list(title = "Count"),
         font = list(size = 17),
         template = "plotly_dark")

fig

<<<<<<< HEAD ## 4. Modeling ======= 4. Modeling a. Logistic regression

#install.packages("nnet")
# Calculate the percentiles
percentiles <- quantile(df$salary_in_usd, probs = c(0.5))

# Define the threshold
threshold <- percentiles[1]  # 50th percentile

# Create a new column based on the threshold
df$salary_classification_Binary <- ifelse(df$salary_in_usd < threshold, "Low", "High")

# Display the table of salary classifications
table(df$salary_classification_Binary)
## 
## High  Low 
## 1334 1334
# Calculate the median of the column df$salary_in_usd
median_salary <- median(df$salary_in_usd, na.rm = TRUE)
print(median_salary)
## [1] 127344

a. Logistic regression

df$company_location <- ifelse(df$company_location == "US", "US", "Other")
df$employee_residence <- ifelse(df$employee_residence == "US", "US", "Other")
df$job_title <- ifelse(grepl("Data Science", df$job_title) | grepl("Data Scientist", df$job_title), "Data Scientist",
                       ifelse(grepl("Analyst", df$job_title) | grepl("Analytics", df$job_title), "Data Analyst",
                                     ifelse(grepl("Data Engineer", df$job_title) | grepl("Data Engineering", df$job_title), "Data Engineer",
                                            "Other")))
table(df$job_title)
## 
##   Data Analyst  Data Engineer Data Scientist          Other 
##            598            659            697            714
table(df$employee_residence)
## 
## Other    US 
##   768  1900
table(df$company_location)
## 
## Other    US 
##   732  1936
df <- data.frame(lapply(df, factor))
factors <- sapply(df, is.factor)
factor_cols <- names(df[factors])
factor_cols
##  [1] "work_year"                    "experience_level"            
##  [3] "employment_type"              "job_title"                   
##  [5] "salary_in_usd"                "employee_residence"          
##  [7] "remote_ratio"                 "company_location"            
##  [9] "company_size"                 "salary_classification"       
## [11] "salary_classification_Binary"
# 3 - 58
set.seed(3)  # Set a seed for reproducibility
train_indices <- sample(1:nrow(df), 0.9 * nrow(df))  # 80% for training
train_data <- df[train_indices, ]
test_data <- df[-train_indices, ]

# Separate the features (independent variables) from the target variable
X <- train_data[, !(names(train_data) %in% c("salary_in_usd", "salary_classification"))]
#X <- train_data[,c("experience_level","company_size","remote_ratio")]
Y <- train_data$salary_classification
library(nnet)

# Fit the logistic regression model
logistic_model <- multinom(Y ~ ., data = X)
## # weights:  63 (40 variable)
## initial  value 2637.768105 
## iter  10 value 1688.858164
## iter  20 value 1519.556578
## iter  30 value 1447.811556
## iter  40 value 1421.162829
## iter  50 value 1419.866694
## final  value 1419.860084 
## converged
# Make predictions on the test data
test_data$predicted_classification <- predict(logistic_model, newdata = test_data)

# Evaluate model performance
library(caret)
## Loading required package: lattice
confusion_matrix <- confusionMatrix(test_data$predicted_classification, test_data$salary_classification)

print(confusion_matrix)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction High Low Medium
##     High     36   0     24
##     Low       0  52     18
##     Medium   25  10    102
## 
## Overall Statistics
##                                           
##                Accuracy : 0.7116          
##                  95% CI : (0.6533, 0.7652)
##     No Information Rate : 0.5393          
##     P-Value [Acc > NIR] : 0.000000006182  
##                                           
##                   Kappa : 0.528           
##                                           
##  Mcnemar's Test P-Value : NA              
## 
## Statistics by Class:
## 
##                      Class: High Class: Low Class: Medium
## Sensitivity               0.5902     0.8387        0.7083
## Specificity               0.8835     0.9122        0.7154
## Pos Pred Value            0.6000     0.7429        0.7445
## Neg Pred Value            0.8792     0.9492        0.6769
## Prevalence                0.2285     0.2322        0.5393
## Detection Rate            0.1348     0.1948        0.3820
## Detection Prevalence      0.2247     0.2622        0.5131
## Balanced Accuracy         0.7368     0.8755        0.7119

b. Random Forest

# Load the random Forest package
library(randomForest)
## randomForest 4.7-1.1
## Type rfNews() to see new features/changes/bug fixes.
## 
## Attaching package: 'randomForest'
## The following object is masked from 'package:ggplot2':
## 
##     margin
library(caret)

# Train the Random Forest classifier
rf_model <- randomForest(X, Y)

# Make predictions on new data
# Assuming you have a data frame called test_data with similar features as train_data
predictions <- predict(rf_model, test_data)

# Calculate accuracy
accuracy <- sum(predictions == test_data$salary_classification) / length(test_data$salary_classification)
cat("Accuracy:", accuracy, "\n")
## Accuracy: 0.6966292
# Create confusion matrix
conf_matrix <- table(predictions, test_data$salary_classification)
cat("Confusion Matrix:\n")
## Confusion Matrix:
print(conf_matrix)
##            
## predictions High Low Medium
##      High     35   0     26
##      Low       0  50     17
##      Medium   26  12    101
# Calculate precision, recall, and F1-score for each class
class_metrics <- caret::confusionMatrix(predictions, test_data$salary_classification)
cat("Class Metrics:\n")
## Class Metrics:
print(class_metrics$byClass)
##               Sensitivity Specificity Pos Pred Value Neg Pred Value Precision
## Class: High     0.5737705   0.8737864      0.5737705      0.8737864 0.5737705
## Class: Low      0.8064516   0.9170732      0.7462687      0.9400000 0.7462687
## Class: Medium   0.7013889   0.6910569      0.7266187      0.6640625 0.7266187
##                  Recall        F1 Prevalence Detection Rate
## Class: High   0.5737705 0.5737705  0.2284644      0.1310861
## Class: Low    0.8064516 0.7751938  0.2322097      0.1872659
## Class: Medium 0.7013889 0.7137809  0.5393258      0.3782772
##               Detection Prevalence Balanced Accuracy
## Class: High              0.2284644         0.7237784
## Class: Low               0.2509363         0.8617624
## Class: Medium            0.5205993         0.6962229
importance <- varImp(rf_model)
print(importance)
##                                 Overall
## work_year                     34.866046
## experience_level              89.048584
## employment_type                7.855774
## job_title                     59.381201
## employee_residence           108.449621
## remote_ratio                  31.218494
## company_location              74.606604
## company_size                  30.410023
## salary_classification_Binary 224.359158

c. Support Vector Machine (SVM)

library(e1071)
# Train the SVM classifier
svm_model <- svm(Y ~ ., data = X, kernel = "radial")

# Make predictions on new data
# Assuming you have a data frame called test_data with similar features as train_data
predictions <- predict(svm_model, test_data)

# Evaluate the model
# Assuming you have the actual target variable values in test_data$salary_classification
accuracy <- sum(predictions == test_data$salary_classification) / length(test_data$salary_classification)
cat("Accuracy:", accuracy, "\n")
## Accuracy: 0.6779026
# Create confusion matrix
conf_matrix <- table(predictions, test_data$salary_classification)
cat("Confusion Matrix:\n")
## Confusion Matrix:
print(conf_matrix)
##            
## predictions High Low Medium
##      High     24   0     18
##      Low       0  48     17
##      Medium   37  14    109

d. Decision Tree

library("rpart")
library("rpart.plot")


decision_tree <- rpart(Y ~ .,
            data = X,
            method="class")
# I only tried attributes with a limited number of unique values because using attributes like job_title and employee_residence caused the program to run endlessly.
# remote_ratio is the most useful variable for prediction

# Make predictions on test data
predictions <- predict(decision_tree, newdata = test_data, type = "class")

# Evaluate the model
accuracy <- sum(predictions == test_data$salary_classification) / nrow(test_data)
print(paste("Accuracy:", accuracy))
## [1] "Accuracy: 0.700374531835206"
rpart.plot(decision_tree)

  1. Major Challenges and Solutions

    • Data is not updated
    • Dataset imbalance
    • Data is imbalanced
  2. Conclusion and Future Work

  3. References

    The Data Scientist Job Outlook in 2023 | 365 Data Science

    Which Industry Pays the Highest Data Scientist Salary? How To Make The Most Money As A Data Scientist - Zippia

    Burtch-Works-Study_DS-PAP-2019.pdf (burtchworks.com)

    New Visier Report Reveals 79% of Employees Want Pay Transparency (prnewswire.com)

    More NA organizations plan to disclose pay information - WTW (wtwco.com)

    Study: Pay Transparency Reduces Recruiting Costs (shrm.org)